Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "105"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 105 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 50 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 48 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 105, Node N09:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459865 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.782134 -0.306817 0.173938 -0.013455 -0.025857 -0.237075 -0.735587 -1.007288 0.0722 0.0760 0.0119 nan nan
2459864 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.515142 -2.153043 -1.464945 -0.097337 -0.283135 -0.683758 -0.116370 -0.556133 0.7137 0.7001 0.3874 nan nan
2459863 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.218896 -0.250962 -0.291666 -0.642000 -0.571328 0.996788 -0.218037 -0.722849 0.7069 0.6884 0.3828 nan nan
2459862 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.334233 -0.276524 -1.156140 0.046945 -0.246901 -0.852572 -0.311342 -0.804101 0.6903 0.7152 0.4007 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.238146 0.018631 -0.327914 -0.380594 -0.390217 0.756944 0.050874 -0.632366 0.7183 0.6951 0.3920 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.443283 -0.086059 -0.565266 0.232452 -0.533892 -0.891242 0.228087 -0.908507 0.7289 0.6988 0.3862 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.225282 0.048861 -0.408982 -0.333104 -0.525904 0.693991 -0.036203 -0.348239 0.7322 0.7035 0.3867 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 16.04% 0.281436 0.425197 -0.409356 -0.507388 -0.477313 1.221946 -0.004903 -0.531388 0.7425 0.7110 0.3961 1.995263 1.832073
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.286536 -0.751955 -2.242443 -2.222332 2.572282 -0.479120 -0.266794 -1.440164 0.0289 0.0264 0.0018 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 20.00% 1.357226 0.031998 -0.195493 0.172446 0.187840 -0.439430 0.661776 -0.517367 0.7382 0.7250 0.3813 2.079109 1.712050
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 29.77% 0.577575 -0.228427 -0.611554 0.188975 -0.206108 -0.352875 -0.456812 -1.004235 0.7241 0.7403 0.4099 1.908417 1.545772
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% -0.012395 -0.008574 0.794338 1.030826 -0.708756 -0.169709 0.136056 -0.694502 0.7257 0.7567 0.4234 1.628921 1.331553
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 19.46% -0.003441 0.616130 1.521867 1.740468 -0.366245 0.028741 0.352534 1.413232 0.8452 0.8515 0.2224 3.755377 3.903885
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 18.02% 0.671909 0.057766 -0.795920 3.410853 -0.022608 -0.765776 0.136702 -0.883569 0.7540 0.7777 0.3361 1.820935 1.521282
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.640451 0.766104 -0.175234 7.912287 0.251913 -0.097264 0.924034 -0.719620 0.7530 0.7677 0.3412 4.543089 3.759399
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 24.62% 0.857949 0.837383 0.122710 3.155960 0.246347 0.849867 0.071413 -1.098705 0.7380 0.7684 0.3598 1.552361 1.338486
2459847 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.677686 2.307573 1.313227 5.131481 2.648671 1.131405 0.137408 -0.305806 0.8452 0.7011 0.4599 2.906655 2.413451
2459845 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.519495 -0.793472 -3.743104 -2.868066 -0.656068 -2.225316 -0.276951 -1.123068 0.7807 0.7269 0.2402 1.844265 1.775483
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.512864 -0.352885 0.949620 0.503282 1.090433 1.394977 0.323006 -1.210077 0.0290 0.0278 0.0035 nan nan
2459839 digital_ok 100.00% - - - - - -0.520038 -0.638006 14.820559 13.260047 2.899468 1.430008 1.242975 -0.577221 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.179180 0.870117 7.359648 13.747191 -0.399368 2.273229 -0.110248 -1.775132 0.7713 0.7465 0.3805 5.434491 4.258967
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0353 0.0382 0.0025 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.659148 -1.119035 -0.752450 -0.198649 -0.399832 -0.185926 0.096805 -0.475936 0.0366 0.0390 0.0032 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.948954 5.587118 7.670534 11.106371 1.384351 2.571353 -0.625767 0.205783 0.8196 0.5730 0.5694 3.850480 2.843629
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459830 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459827 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.098958 6.699610 11.297572 15.825188 11.439025 17.939068 -1.040475 -1.092120 0.8187 0.6280 0.5037 6.370515 4.973111
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.157734 5.451554 6.504488 10.595100 3.489925 7.837112 -0.872152 -0.968961 0.8205 0.6381 0.5090 9.748073 4.597437
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.252928 0.880794 10.149998 15.602254 0.362732 1.571501 0.040092 -1.373050 0.7458 0.7717 0.3525 -0.000000 -0.000000
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.712164 7.276575 8.820378 13.162964 6.486244 10.493096 -0.716106 -0.623006 0.8245 0.6623 0.5000 4.630051 3.759704
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.433139 9.493277 8.642029 13.342233 4.688339 9.195415 -1.751128 -1.682540 0.8234 0.6743 0.4987 3.000745 2.676439
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.389969 3.842865 9.851869 14.901496 12.279032 20.289039 1.028534 -1.639725 0.7964 0.7248 0.3931 5.347617 4.591416
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.152887 10.319992 8.732907 12.074578 11.235595 17.292003 -0.642643 0.184674 0.8309 0.7060 0.4890 3.008974 2.629484
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.840625 5.311814 9.185166 15.194336 10.303648 19.541426 0.224061 -2.476351 0.8585 0.6474 0.5596 3.974387 3.190170
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.899158 8.683949 7.657850 12.508548 10.153940 19.566413 -0.657611 -1.505717 0.8274 0.7132 0.5060 3.669672 3.285104
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 16.635070 20.537625 18.057044 20.396943 60.699231 69.726066 -3.207169 -6.148732 0.8119 0.7301 0.3996 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 105: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Power 0.173938 -0.782134 -0.306817 0.173938 -0.013455 -0.025857 -0.237075 -0.735587 -1.007288

Antenna 105: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power -0.097337 -2.153043 -0.515142 -0.097337 -1.464945 -0.683758 -0.283135 -0.556133 -0.116370

Antenna 105: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 0.996788 -0.218896 -0.250962 -0.291666 -0.642000 -0.571328 0.996788 -0.218037 -0.722849

Antenna 105: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape 0.334233 0.334233 -0.276524 -1.156140 0.046945 -0.246901 -0.852572 -0.311342 -0.804101

Antenna 105: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 0.756944 0.018631 0.238146 -0.380594 -0.327914 0.756944 -0.390217 -0.632366 0.050874

Antenna 105: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape 0.443283 0.443283 -0.086059 -0.565266 0.232452 -0.533892 -0.891242 0.228087 -0.908507

Antenna 105: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 0.693991 0.225282 0.048861 -0.408982 -0.333104 -0.525904 0.693991 -0.036203 -0.348239

Antenna 105: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 1.221946 0.425197 0.281436 -0.507388 -0.409356 1.221946 -0.477313 -0.531388 -0.004903

Antenna 105: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Temporal Variability 2.572282 -0.751955 0.286536 -2.222332 -2.242443 -0.479120 2.572282 -1.440164 -0.266794

Antenna 105: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape 1.357226 1.357226 0.031998 -0.195493 0.172446 0.187840 -0.439430 0.661776 -0.517367

Antenna 105: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape 0.577575 -0.228427 0.577575 0.188975 -0.611554 -0.352875 -0.206108 -1.004235 -0.456812

Antenna 105: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 1.030826 -0.008574 -0.012395 1.030826 0.794338 -0.169709 -0.708756 -0.694502 0.136056

Antenna 105: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 1.740468 -0.003441 0.616130 1.521867 1.740468 -0.366245 0.028741 0.352534 1.413232

Antenna 105: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 3.410853 0.671909 0.057766 -0.795920 3.410853 -0.022608 -0.765776 0.136702 -0.883569

Antenna 105: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 7.912287 1.640451 0.766104 -0.175234 7.912287 0.251913 -0.097264 0.924034 -0.719620

Antenna 105: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 3.155960 0.837383 0.857949 3.155960 0.122710 0.849867 0.246347 -1.098705 0.071413

Antenna 105: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 5.131481 1.677686 2.307573 1.313227 5.131481 2.648671 1.131405 0.137408 -0.305806

Antenna 105: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape 0.519495 0.519495 -0.793472 -3.743104 -2.868066 -0.656068 -2.225316 -0.276951 -1.123068

Antenna 105: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 1.394977 0.512864 -0.352885 0.949620 0.503282 1.090433 1.394977 0.323006 -1.210077

Antenna 105: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Power 14.820559 -0.638006 -0.520038 13.260047 14.820559 1.430008 2.899468 -0.577221 1.242975

Antenna 105: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 13.747191 0.870117 1.179180 13.747191 7.359648 2.273229 -0.399368 -1.775132 -0.110248

Antenna 105: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Temporal Discontinuties 0.096805 -1.119035 -0.659148 -0.198649 -0.752450 -0.185926 -0.399832 -0.475936 0.096805

Antenna 105: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 11.106371 1.948954 5.587118 7.670534 11.106371 1.384351 2.571353 -0.625767 0.205783

Antenna 105: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 17.939068 6.699610 3.098958 15.825188 11.297572 17.939068 11.439025 -1.092120 -1.040475

Antenna 105: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 10.595100 5.451554 2.157734 10.595100 6.504488 7.837112 3.489925 -0.968961 -0.872152

Antenna 105: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 15.602254 1.252928 0.880794 10.149998 15.602254 0.362732 1.571501 0.040092 -1.373050

Antenna 105: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 105: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 13.162964 3.712164 7.276575 8.820378 13.162964 6.486244 10.493096 -0.716106 -0.623006

Antenna 105: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 13.342233 9.493277 4.433139 13.342233 8.642029 9.195415 4.688339 -1.682540 -1.751128

Antenna 105: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 20.289039 2.389969 3.842865 9.851869 14.901496 12.279032 20.289039 1.028534 -1.639725

Antenna 105: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 17.292003 6.152887 10.319992 8.732907 12.074578 11.235595 17.292003 -0.642643 0.184674

Antenna 105: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 19.541426 5.311814 2.840625 15.194336 9.185166 19.541426 10.303648 -2.476351 0.224061

Antenna 105: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 19.566413 8.683949 3.899158 12.508548 7.657850 19.566413 10.153940 -1.505717 -0.657611

Antenna 105: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 105: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 69.726066 20.537625 16.635070 20.396943 18.057044 69.726066 60.699231 -6.148732 -3.207169
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